Title :
Channel simulation by interval algorithm: a performance analysis of interval algorithm
Author :
Uyematsu, Tomohiko ; Kanaya, Fumio
Author_Institution :
Dept. of Electr. & Electron. Eng., Tokyo Inst. of Technol., Japan
fDate :
9/1/1999 12:00:00 AM
Abstract :
This article deals with the problem of simulating a discrete memoryless channel and proposes two algorithms for channel simulation by using the interval algorithm. The first algorithm provides exact channel simulation and the number of fair random bits per input sample approaches the conditional resolvability of the channel with probability one. The second algorithm provides approximate channel simulation and the approximation error measured by the variational distance vanishes exponentially as the block length tends to infinity, when the number of fair random bits per input sample is above the conditional resolvability. Further, some asymptotic properties of these algorithms as well as the original interval algorithm for random number generation are clarified
Keywords :
approximation theory; digital simulation; memoryless systems; probability; random number generation; telecommunication channels; approximate channel simulation; approximation error; asymptotic properties; block length; channel simulation; conditional resolvability; discrete memoryless channel; exact channel simulation; fair random bits per input sample; interval algorithm; performance analysis; probability; random number generation; variational distance; Analytical models; Equations; Gaussian noise; Gaussian processes; Hafnium; Narrowband; Performance analysis; Random processes; Random variables;
Journal_Title :
Information Theory, IEEE Transactions on